{"id":"W4282920894","doi":"10.1016/j.ccm.2022.02.001","title":"Sleep Deficiency","year":2022,"lang":"en","type":"review","venue":"Clinics in Chest Medicine","topic":"Sleep and related disorders","field":"Psychology","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Vancouver Coastal Health Research Institute","keywords":"Medicine; Sleep (system call); Alertness; Epidemiology; Mood; Mood disorders; Psychiatry; Sleep disorder; Cognition; Anxiety; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001711345,0.0004677947,0.002038581,0.000578294,0.0000875287,0.000004650996,0.0008383269,0.0008841754,0.01544087],"category_scores_gemma":[0.000718992,0.0003465382,0.0003722484,0.001349985,0.000345621,0.0000182474,0.0001562751,0.002641157,0.001481453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001404626,"about_ca_system_score_gemma":0.0001316068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004869484,"about_ca_topic_score_gemma":0.000009222787,"domain_scores_codex":[0.9961975,0.0004757524,0.001631959,0.0008185182,0.0003554589,0.0005208275],"domain_scores_gemma":[0.9958787,0.002428044,0.0005518399,0.0009974922,0.00001789438,0.0001260578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006326163,0.0003460163,0.00004347727,0.001720718,0.0001810154,0.0002529685,0.0008366032,7.364643e-7,9.406469e-10,0.001414879,0.006171198,0.9890261],"study_design_scores_gemma":[0.001209623,0.0002687934,0.0000100608,0.002217272,0.001153639,0.00008525154,0.0009325956,0.000002749712,5.798331e-10,0.0004278031,0.993361,0.0003311952],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00000403224,0.8291661,0.000009880529,0.0001477834,0.008995859,0.0005608473,0.000007880834,0.00006967835,0.1610379],"genre_scores_gemma":[0.000007601159,0.996262,0.00001965856,0.0004903571,0.0006078128,0.0002804744,0.0002314481,0.0001000125,0.002000612],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9886948,"threshold_uncertainty_score":0.9998987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1460807510811896,"score_gpt":0.4574845605329012,"score_spread":0.3114038094517115,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}